位置：成果数据库 > 期刊 > 期刊详情页
基于IPSO算法的回转窑煅烧带温度D-FNN预测控制
  • ISSN号：1672-7207
  • 期刊名称：《中南大学学报：自然科学版》
  • 时间：0
  • 分类：TP273[自动化与计算机技术—控制科学与工程;自动化与计算机技术—检测技术与自动化装置]
  • 作者机构：[1]沈阳工业大学信息科学与工程学院,辽宁沈阳110870, [2]东北大学信息科学与工程学院,辽宁沈阳110819
  • 相关基金：国家自然科学基金资助项目（61034005）; 辽宁省博士启动基金资助项目（20141070）
作者： 田中大[1], 高宪文[2], 李树江[1], 王艳红[1]
关键词： 回转窑, 煅烧带温度, 粒子群优化算法, 动态模糊神经网络, 预测控制, rotary kiln, burning zone temperature, particle swarm optimization, dynamic fuzzy neural network, predictive control
中文摘要：

为了提高石灰回转窑煅烧带温度的控制性能,提出一种基于改进的粒子群优化算法（IPSO）与动态模糊神经网络（D-FNN）的预测控制方法。该方法利用动态模糊神经网络建立石灰回转窑煅烧带温度的非线性预测模型,通过输出温度的预测值,引入输出反馈与偏差来校正预测误差,建立偏差与控制量的控制性能指标,通过改进的粒子群优化算法滚动优化得到系统最优控制量。对控制方法的稳定性进行分析。仿真实验结果表明动态模糊神经网络的温度预测误差在±10℃之内,具有较高的预测精度。提出的预测控制方法能使输出煅烧带温度快速稳定地跟踪设定值的变化,同时在系统输出有扰动的情况下也能较好地跟踪设定值。控制量的平均单步滚动优化需0.31 s,可满足实际应用。

英文摘要：

In order to improve the control performance of burning zone temperature in lime rotary kiln,a predictive control method based on an improved particle swarm optimization（IPSO） and dynamic fuzzy neural network（D-FNN） was proposed. This predictive control method utilizes dynamic fuzzy neural network to build a nonlinear predictive model for burning temperature in lime rotary kiln.Through predictive output temperature, performance indicators were established by deviation and control value to reduce the error in feedback output error and error correction. The optimal control value was obtained by rolling optimization of improved particle swarm optimization algorithm. The stability of the control method was analyzed. The simulation results show that the temperature prediction error of the dynamic fuzzy neural network is within ±10 ℃, and has high prediction accuracy. The proposed predictive control method can make the burning zone output temperature fast and stable track the change of the setting value. The system can also track the setting value well with the disturbance of the system output. The average single step rolling optimization of control value needs 0.31 s, which can meet the practical application.

同期刊论文项目
基于数据驱动的复杂控制过程故障诊断和监控理论与关键技术研究
期刊论文 279 会议论文 8 获奖 34 专利 16 著作 7
同项目期刊论文
Quality Control of Batch Processes Using Natural Gradient Based Model-Free Optimization
Control synthesis problem for networked linear sampled-data control systems with band-limited channe
Adaptive Synchronization of an Uncertain Coupling Complex Network with Time-delay
Generalized Predictive Control of PVC Polymerization Based on Piecewise Affine
样本不均衡条件下基于自调整支持向量机的故障诊断
柔性支持向量回归及其在故障检测中的应用
Delay-dependent resilient-robust stabilisation of uncertain networked control systems with variable
Dynamical Stability Analysis of Delayed Recurrent Neural Networks with Ring Structure
A Comprehensive Review of Stability Analysis of Continuous-Time Recurrent Neural Networks
Fault detection for continuous-time switched systems under asynchronous switching
Global Robust Tracking Control of Non-affine Nonlinear Systems with Application to Yaw Control of UA
Closed-loop design of fault detection for networked non-linear systems with mixed delays and packet
Finite horizon optimal control of non-linear discrete-time switched systems using adaptive dynamic p
Optimal control laws for time-delay systems with saturating actuators based on heuristic dynamic pro
Tolerance of intermittent faults in spacecraft attitude control: switched system approach
Exponential synchronization of stochastic chaotic neural networks with mixed time delays and Markovi
Fuzzy Logic System-Based Adaptive Fault-Tolerant Control for Near-Space Vehicle Attitude Dynamics Wi
Robust synchronization analysis for static delayed neural networks with nonlinear hybrid coupling
Output regulation of state-coupled linear multi-agent systems with globally reachable topologies
Synchronization in complex dynamical networks based on the feedback of scalar signals
Sliding mode variable structure I/O feedback linearization design for the speed control of PMSM with
Fault detection for the class imbalance problem in semiconductor manufacturing processes
Output regulation for heterogeneous linear multi-agent systems based on distributed internal model c
Observer-based networked control with probabilistic interval input delays
Combination kernel function least squares support vector machine for chaotic time series prediction
Fractional directional derivative and identification of blur parameters of motion-blurred image
Near-Optimal Control for Nonzero-Sum Differential Games of Continuous-Time Nonlinear Systems Using S
A new result for projection neural networks to solve linear variational inequalities and related opt
Fault tolerant: cooperative control for a class of nonlinear multi-agent systems
Robust H-infinity reliable control for uncertain switched systems with circular disk pole constraint
Robust H infinity reliable control for uncertain switched systems with circular disk pole constraint
Synchronization of fractional chaotic systems based on fractional-order interval systems
An Enhanced Input-delay Approach to Sampled-data Stabilization of T-S Fuzzy Systems Via Mixed Convex
Special issue on intelligent control and information processing
On stability of nonlinear and switched parabolic systems
Adaptive Reconfigurable Control of Systems with Time-varying Delay Against Unknown Actuator Faults
Adaptive Observer Based Data-Driven Control for Nonlinear Discrete-Time Processes
A PCA and ELM Based Adaptive Method for Channel Equalization in MFL Inspection
Sensorless SPMSM Position Estimation Using Position Estimation Error Suppression Control and EKF in
Fault tolerant synchronization for a class of complex interconnected neural networks with delay
Robust fault tolerant control for a class of networked control systems with state delay and stochast
Novel Neural Networks-Based Fault Tolerant Control Scheme With Fault Alarm
Optimal tracking control of a class of nonlinear discrete-time switched systems using adaptive dynam
Stability analysis for linear delayed systems via an optimally dividing delay interval approach
Design and simulation of fault diagnosis based on NUIO/LMI for satellite attitude control systems
A new iteration approach to solve a class of finite-horizon continuous-time nonaffine nonlinear zero
Pinning Synchronization for a General Complex Networks with Multiple Time-Varying Coupling Delays
Soft-Sensor Modeling of Polyvinyl Chloride Polymerizing Process
Non-fragile H2 reliable control for switched linear systems with actuator faults
Wada Basin Boundaries in Switched Systems
Online Adaptive Policy Learning Algorithm for H-infinity State Feedback Control of Unknown Affine No
Stability analysis of stochastic fuzzy Markovian jumping neural networks with leakage delay under im
Anti-Synchronization of Markovian Jumping Stochastic Chaotic Neural Networks with Mixed Time Delays
A Novel Model-Free Adaptive Control Design for Multivariable Industrial Processes
A fuzzy support vector machine algorithm for classification based on a novel PIM fuzzy clustering me
Online Optimal Tracking Control of Continuous-time Linear Systems with Unknown Synamics by Using Ada
A projection neural network with mixed delays for solving linear variational inequality
Actuator failure compensation and attitude control for rigid satellite by adaptive control using qua
柔性支持向量回归机器在故障检测中的应用
Robust fault detection filter design for a class of time-delay systems via equivalent transformation
Spacecraft formation stabilizaton and fault tolerance: a state-varying switched system approach
Adaptive dynamic sliding mode control for Near Space Vehicles under actuator faults
Stability Analysis for Linear Delayed Systems Viia an Optimally Dviding Delay Interval Approach
Structure selection for dag-svm based on misclassification cost minimization
A Power-Based Time Domain Passivity Control for Haptic Interfaces
T-S Model-based Relaxed Reliable Stabilization of Networked Control Systems with Time-varying Delays
Adaptive Fault Tolerant Synchronization with Unknown Propagation Delays and Actuator Faults
SUPERVISORY FAULT TOLERANT CONTROL WITH INTEGRATED FAULT DETECTION AND ISOLATION: A SWITCHED SYSTEM
Results and perspectives on fault tolerant control for a class of hybrid systems
Static output feedback based fault accommodation design for continuous-time dynamic systems
Fault recoverability analysis of switched systems
Supervisory fault-tolerant regulation for nonlinear systems
Absolute stabilization of singular systems with ferromagnetic hysteresis nonlinearity
On stability of non-linear and switched parabolic systems
Terminal Sliding Mode Control Using Adaptive Fuzzy-Neural Observer
Three-axis magnetic flux leakage in-line inspection simulation based on finite-element analysis
<span style="font-family:宋体;font-size:10.5pt;">样本不均衡条件下基于自调整支持向量机的故障诊断</span>
自适应动态规划综述
模糊双曲正切模型研究综述
Data-Driven Fault Supervisory Control Theory and Applications
New results for neutral-type delayed projection neural network to solve linear variational inequalit
Multi-objective Optimal Control for a Class of Unknown Nonlinear Systems Based on Finite-Approximati
Fault Detection for Discrete-time Switched Systems with Interval Time-varying Delays
Synchronization for Coupled Neural Networks With Interval Delay: A Novel Augmented Lyapunov-Krasovsk
Optimal Tracking Control for a Class of Nonlinear Discrete-Time Systems with Time Delays Based on He
Relaxed Stability Conditions for Continuous-Time T-S Fuzzy-Control Systems Via Augmented Multi-Index
Output regulation for linear multi-agent systems with unmeasurable nodes
Multistability of complex-valued recurrent neural networks with real-imaginary-type activation funct
Novel passivity criteria for neural networks with discrete and unbounded distributed time-varying de
Approach of Synthesizing Model Predictive Control and Its Applications for Rotary Kiln Calcination P
Stability Analysis for Neural Networks With Time-Varying Delay Based on Quadratic Convex Combination
Global stability analysis of multitime-scale neural networks
Local exponential synchronization in complex dynamical networks with time-varying delay and hybrid c
An Algorithm of Auto-Update Threshold for Singularity Analysis of Pipeline Pressure
Using the curve moment and the PSO-SVM method to diagnose downhole conditions of a sucker rod pumpin
Non-fragile H-2 reliable control for switched linear systems with actuator faults
Design of new fault diagnosis and fault tolerant control scheme for non-Gaussian singular stochastic
Nonlinear actuator fault estimation observer: an inverse system approach via a t-s fuzzy model
基于Lyapunov-Elman的网络控制系统时延预测方法
一类带有时延的非线性网络控制系统可靠模糊控制
基于物理效应分析和非线性度量混合建模策略
Analysis and design of robust estimation filter for a class of continuous-time nonlinear systems
Active fault-tolerant control for switched systems with time delay
Spacecraft formation stabilization and fault tolerance: A state-varying switched system approach
Decentralized asymptotic fault tolerant control of near space vehicle with high order actuator dynam
Modeling and advanced control method of PVC polymerization process
Adaptive dynamic programming-based optimal control of unknown nonaffine nonlinear discrete-time syst
Reduced-order observer-based fault estimation design for multiple input-multiple output discrete-tim
Data mining-based flatness pattern prediction for cold rolling process with varying operating condit
H-infinity fault-tolerant control for time-varied actuator fault of nonlinear system
Robust fault-tolerant tracking control for a near-space vehicle using a sliding mode approach
Sliding Mode Observer-Based Fault Estimation for Nonlinear Networked Control Systems
Observer-based lag synchronization between two different complex networks
Stabilization of non-minimum phase switched nonlinear systems with application to multi-agent system
Design and Analysis of Associative Memories Based on External Inputs of Delayed Recurrent Neural Net
利用复合导数的边缘检测新算法
一种基于分数阶次微积分模板的新型边缘检测方法
选择-验证-过滤:一种迭代的子图包含查询处理机制
一种基于贝叶斯网络的故障预测方法
基于Hopfield神经网络的非线性系统故障估计方法
基于广义模糊双曲模型的自适应动态规划最优控制设计
Novel delay-distribution-dependent stability analysis for continuous-time recurrent neural networks
Optimal Control for Unknown Discrete-Time Nonlinear Markov Jump Systems Using Adaptive Dynamic Progr
New stability results of neutral-type neural networks with continuously distributed delays and impul
Global Stability of Fuzzy Cellular Neural Networks with Mixed Delays and Leakage Delay Under Impulsi
Model-free optimal control design for a class of linear discrete-time systems with multiple delays u
New Delay-Dependent Stability Criteria for Cohen-Grossberg Neural Networks with Multiple Time-Varyin
Simplified Frequency Method for Stability and Bifurcation of Delayed Neural Networks in Ring Structu
Cluster exponential synchronization of a class of complex networks with hybrid coupling and time-var
H2 Fault tolerant controller design for a class of nonlinear systems with a spacecraft control appli
基于输出时滞方法的采样数据系统故障估计
Dynamical stability analysis of multiple equilibrium points in time-varying delayed recurrent neural
Stabilization of Switched Nonlinear Systems With All Unstable Modes: Application to Multi-Agent Syst
An iterative adaptive dynamic programming method for solving a class of nonlinear zero-sum different
Mode-independent fuzzy fault-tolerant variable sampling stabilization of nonlinear networked systems
Stochastic synchronization in an array of neural networks with hybrid nonlinear coupling
<span style="font-family:宋体;font-size:10.5pt;">单机多产品注塑过程的节能调度方法</span><span
<span style="font-family:宋体;font-size:10.5pt;">基于降阶</span><span style="
Fault Estimation Observer Design for Discrete-Time Takagi-Sugeno Fuzzy Systems Based on Piecewise Ly
Homogenous Polynomially Parameter-Dependent H-infinity Filter Designs of Discrete-Time Fuzzy Systems
New synchronization analysis for complex networks with variable delays
Data-Driven Robust Approximate Optimal Tracking Control for Unknown General Nonlinear Systems Using
Integrated Fault Estimation and Accommodation Design for Discrete-Time Takagi-Sugeno Fuzzy Systems W
<span style="color:black;font-family:宋体;font-size:10.5pt;">基于工况识别的注塑过程产品质量预测方法</s
The finite-horizon optimal control for a class of time-delay affine nonlinear system
A framework of robust fault estimation observer design for continuous-time/discrete-time systems
Synchronization criteria and pinning control for complex networks with multiple delays
New global synchronization analysis for complex networks with coupling delay based on a useful inequ
一类带有混合时滞的神经网络全局渐进稳定分析
一种VWP分段模糊控制的光伏系统MPPT方法
基于改进差别矩阵属性约简的聚合釜粗糙集-神经网络故障诊断
基于不确定信息的系统建模与状态预测方法
自适应软测量方法在动液面预测中的研究与应用
基于ARIMA补偿ELM的网络流量预测方法
单机多产品注塑过程的节能调度方法
基于工况识别的注塑过程产品质量预测方法
基于时变N-L-N模型的电弧炉电极调节系统辨识
基于SVM的PVC汽提过程预测控制方法
基于PSO-LSSVM预测的改进传感器故障检测和隔离
递推子空间自适应预测控制综合方法
一类非仿射非线性离散系统的改进无模型自适应控制
基于流形学习的局部保持PCA算法在故障检测中的应用
具有随机时延的网络控制系统周期反馈控制
控制方向未知的非线性系统的自适应评价设计
基于RO-NUIO/LMI的挠性卫星轨控期间姿控系统故障诊断
非仿射非线性离散系统的数据驱动二阶滑模解耦控制
补偿模型误差的采油过程多目标优化
基于有限元仿真和数据拟合的管道缺陷量化分析方法
短期风速时间序列混沌特性分析及预测
用于混沌时间序列预测的组合核函数最小二乘支持向量机
基于区间系统理论的分数阶混沌系统同步
科学工作流与高性能计算集成方案
经验模式分解与时间序列分析在网络流量预测中的应用
数据驱动闭环子空间预测控制方法研究与应用
基于混沌理论与改进回声状态网络的网络流量多步预测
电网电压参数跳变时三相并网逆变器的同步方法
工业以太网中IEEE802．1p优先权调度协议改进
基于输入受限的轨控期间挠性卫星容错控制研究
Efficient Task Scheduling for Many Task Computing with Resource Attribute Selection
基于模拟退火遗传算法的分散式风电选址定容
期刊信息
  • 《中南大学学报：自然科学版》
  • 北大核心期刊（2011版）
  • 主管单位:教育部
  • 主办单位:中南大学
  • 主编：黄伯云
  • 地址：湖南长沙中南大学校本部
  • 邮编：410083
  • 邮箱：zngdxb@csu.edu.cn
  • 电话：0731-88879765
  • 国际标准刊号：ISSN：1672-7207
  • 国内统一刊号：ISSN：43-1426/N
  • 邮发代号:42-19
  • 获奖情况:
  • 首届全国优秀科技期刊评比一等奖,第二届全国优秀科技期刊评比一等奖,首届中国有色金属工业优秀科技期刊评比一等奖
  • 国内外数据库收录:
  • 美国化学文摘（网络版）,荷兰文摘与引文数据库,美国工程索引,英国科学文摘数据库,中国中国科技核心期刊,中国北大核心期刊（2008版）,中国北大核心期刊（2011版）,中国北大核心期刊（2014版）
  • 被引量:20874